Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "142" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 106 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 102 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.584434 | 12.004407 | -0.364365 | 80.921375 | -0.106743 | 26.884570 | -0.352275 | 31.208944 | 0.8022 | 0.0675 | 0.4805 | 13.917269 | 1.465581 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.871190 | 18.969505 | -0.009053 | 85.510581 | 0.666825 | 37.855968 | 0.623695 | 11.201099 | 0.7515 | 0.0644 | 0.4812 | 5.467202 | 1.548135 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.524405 | 1.435516 | -0.115182 | 7.271812 | -1.000880 | 1.376950 | -1.797130 | 0.106591 | 0.0468 | 0.0350 | 0.0048 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.597027 | 21.257501 | -0.244292 | 99.409130 | -0.078087 | 32.516011 | -0.803747 | 1.240771 | 0.6914 | 0.0642 | 0.4527 | 4.403932 | 1.354264 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.767015 | 24.914637 | -0.412196 | 92.611398 | 0.041182 | 34.956950 | -0.534385 | 4.163995 | 0.6896 | 0.0652 | 0.4485 | 5.356468 | 1.432254 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.389536 | 22.244916 | -0.734067 | 85.887549 | 0.826567 | 21.959266 | 0.364677 | 16.743369 | 0.7307 | 0.0685 | 0.4469 | 7.786404 | 1.668793 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.513587 | 16.157678 | 0.311099 | 105.099246 | 0.614660 | 25.114622 | 0.516859 | 13.188414 | 0.7940 | 0.0698 | 0.4791 | 7.986373 | 1.329524 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 354.833874 | 354.669158 | inf | inf | 103.104237 | 103.251810 | 581.807603 | 604.428920 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.494387 | 20.415488 | -0.821140 | 32.418284 | -0.141502 | 11.593565 | 0.260444 | 6.165023 | 0.6732 | 0.0637 | 0.4612 | 4.272708 | 1.430605 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.015955 | 24.812417 | -1.085038 | 10.942967 | -0.786549 | 10.189957 | -1.044232 | 3.091656 | 0.0421 | 0.0402 | 0.0075 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.197501 | 28.016892 | 4.516809 | 115.688741 | 1.605739 | 18.174710 | 7.522868 | 13.865156 | 0.6311 | 0.0491 | 0.4223 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.011532 | 20.808876 | 0.849913 | 35.679682 | -0.217228 | 23.647529 | -0.059111 | 0.188735 | 0.6920 | 0.0614 | 0.4612 | 8.536731 | 1.080544 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.546261 | 17.710645 | 1.000157 | 32.417146 | -0.048704 | 28.531760 | -0.582307 | 0.333511 | 0.6933 | 0.0552 | 0.4727 | 8.542959 | 1.539678 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.812503 | 24.429426 | 0.282508 | 36.592188 | -0.359712 | 23.030271 | 0.823352 | 0.363735 | 0.7011 | 0.0625 | 0.4608 | 4.279544 | 1.566272 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.543527 | 18.675537 | 1.120953 | 37.470799 | 0.087036 | 24.304502 | 3.149362 | 0.129260 | 0.6919 | 0.0624 | 0.4674 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.476093 | 18.462710 | 1.294712 | 42.576614 | -0.086551 | 27.507591 | -0.376017 | 1.489072 | 0.6907 | 0.0583 | 0.4586 | 5.100183 | 1.697419 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.100105 | 1.450238 | -0.480412 | 2.755490 | 1.916114 | 0.366911 | 0.893003 | 0.857192 | 0.0546 | 0.0414 | 0.0132 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.849527 | 23.510125 | 0.274621 | 34.215985 | -0.238780 | 24.910837 | 0.506675 | 0.382251 | 0.6878 | 0.0575 | 0.4835 | 5.085204 | 1.613590 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.583618 | 18.033739 | 0.052343 | 27.453565 | 0.105273 | 21.955153 | -0.022434 | 1.049350 | 0.7149 | 0.0593 | 0.4391 | 5.729705 | 1.649861 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.968912 | 18.397227 | 0.210099 | 27.254497 | -0.563970 | 17.096090 | 0.226092 | 5.987018 | 0.7710 | 0.0720 | 0.4659 | 11.360897 | 1.454820 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.648008 | 17.231175 | -0.109378 | 26.083438 | 0.353420 | 24.317958 | 0.132835 | 0.636654 | 0.7085 | 0.0558 | 0.4181 | 6.766059 | 1.616288 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.757615 | 17.914217 | 1.387297 | 44.847683 | -0.079555 | 28.478946 | -0.124969 | 1.328604 | 0.7128 | 0.0579 | 0.4328 | 5.216162 | 1.422073 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.600725 | 17.929189 | 0.219002 | 26.236463 | -0.178893 | 18.095779 | -0.650303 | 2.474579 | 0.7138 | 0.0620 | 0.4346 | 4.438100 | 1.622672 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.273669 | 1.151395 | -0.412697 | 2.842429 | -0.131659 | 0.200429 | 0.528717 | 0.986178 | 0.0362 | 0.0318 | 0.0030 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.386575 | 21.792423 | -0.413679 | 27.611392 | 0.157554 | 1.797524 | 0.307577 | 3.186149 | 0.7116 | 0.0825 | 0.4338 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.281161 | 21.410918 | 0.025040 | 34.044521 | 0.055407 | 10.567704 | -0.009391 | 8.742257 | 0.7850 | 0.0950 | 0.4261 | 5.561722 | 1.568439 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.679543 | 17.212566 | 0.425462 | 34.015599 | 0.066878 | 21.776602 | 0.278198 | -0.192196 | 0.7052 | 0.0503 | 0.4026 | 5.160719 | 1.652227 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.176781 | 0.176781 | 0.138346 | 0.138346 | 0.470698 | 0.470698 | 0.005728 | 0.005728 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.725437 | 16.412175 | -0.494374 | 36.138318 | 1.495013 | 2.391671 | 1.541362 | 0.880594 | 0.7250 | 0.0622 | 0.4692 | 4.884773 | 1.351568 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.912216 | 18.358507 | -0.327154 | 68.938114 | 0.199665 | 22.468486 | 2.255688 | 1.474472 | 0.7186 | 0.0598 | 0.4674 | 4.229436 | 1.526913 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.326164 | 11.490464 | -1.009106 | 17.780492 | -0.098000 | 2.752962 | 0.953690 | 0.646072 | 0.7216 | 0.0606 | 0.4737 | 3.423379 | 1.447610 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.555457 | 12.325141 | -1.154459 | 16.935304 | -0.487477 | 3.015626 | 0.395763 | 0.955256 | 0.7190 | 0.0635 | 0.4701 | 3.092289 | 1.445723 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.179070 | 11.236201 | -0.889425 | 17.175303 | 0.099973 | 3.106456 | 1.467096 | 0.445017 | 0.7168 | 0.0597 | 0.4690 | 3.493664 | 1.457883 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.929352 | 14.236437 | -0.940875 | 18.855436 | -0.192686 | 3.427429 | 0.052754 | 0.814916 | 0.7147 | 0.0638 | 0.4624 | 2.991263 | 1.406731 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.561077 | 18.528264 | 0.650410 | 36.048135 | 0.306861 | 23.468631 | 0.081511 | 1.167733 | 0.7184 | 0.0606 | 0.4597 | 4.131765 | 1.542961 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0585 | 0.0421 | 0.0094 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.525339 | 19.042186 | 0.504617 | 39.028608 | -0.000909 | 21.128532 | -0.267036 | 2.912028 | 0.7105 | 0.0621 | 0.4620 | 3.605817 | 1.477127 |
| 2459554 | RF_maintenance | - | 0.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7140 | 0.0593 | 0.4588 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7095 | 0.0637 | 0.4650 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.946160 | 22.616178 | 1.448067 | 51.482157 | 2.687886 | 32.095581 | 0.135293 | 2.872528 | 0.7254 | 0.0557 | 0.4695 | 7.909229 | 1.520904 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.297799 | 11.054487 | -1.281249 | 20.899833 | -0.628915 | 4.246308 | 0.771096 | 0.971409 | 0.7222 | 0.0601 | 0.4666 | 3.455488 | 1.455664 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0528 | 0.0463 | 0.0025 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.853238 | 16.728515 | 0.770554 | 38.893660 | -0.213377 | 23.077303 | 0.921237 | 1.011562 | 0.7180 | 0.0553 | 0.4701 | 3.772213 | 1.549852 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.170954 | 24.111404 | -0.730911 | 78.768010 | 1.460364 | 1.911705 | 0.542066 | 1.031210 | 0.7623 | 0.0583 | 0.4800 | 3.900455 | 1.454942 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 100.00% | 0.00% | 100.00% | 0.00% | 2.115191 | 11.110811 | 1.162227 | 39.319868 | 0.127318 | 241.520741 | 1.157569 | 7.570882 | 0.7585 | 0.0668 | 0.4597 | 4.904677 | 1.384662 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.891716 | 16.815781 | -1.399834 | 17.929044 | -0.811646 | 5.202255 | 0.079785 | 0.787536 | 0.7651 | 0.0602 | 0.4700 | 3.534258 | 1.464550 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.352813 | 27.758400 | 1.580882 | 66.936185 | 0.880509 | 31.682870 | 0.235568 | 1.882418 | 0.7494 | 0.0539 | 0.4257 | 6.774670 | 1.504553 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.099100 | 13.543359 | -1.137524 | 16.461901 | -0.485044 | 5.425281 | 0.266981 | 0.214437 | 0.7972 | 0.0666 | 0.4229 | 3.438862 | 1.497625 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.236533 | 13.843582 | -1.133760 | 15.229484 | 0.100828 | 3.806755 | 1.240263 | -0.087817 | 0.7816 | 0.0551 | 0.3411 | 3.923602 | 1.514381 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.871039 | 20.562496 | 1.200974 | 36.518232 | -0.018989 | 20.803189 | 1.205572 | 1.336863 | 0.7370 | 0.0516 | 0.3852 | 4.052281 | 1.342545 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.431494 | 23.754733 | 1.566612 | 49.485763 | 0.142409 | 25.517806 | 0.897282 | 0.705162 | 0.7430 | 0.0548 | 0.3900 | 4.929870 | 1.455168 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.219818 | 12.070583 | -0.998183 | 15.462283 | -0.762752 | 4.276366 | 1.785364 | 0.369591 | 0.7578 | 0.0632 | 0.3725 | 3.607997 | 1.600618 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.475919 | 28.600872 | 1.391072 | 55.141030 | 0.976914 | 34.926500 | 2.201850 | 0.415078 | 0.9144 | 0.0749 | 0.5292 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 3.965170 | 23.738669 | 0.822906 | 52.704407 | 1.152842 | 29.423552 | 3.412784 | 1.981408 | nan | nan | nan | 6.668492 | 1.711328 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.592354 | 24.641000 | 1.065217 | 53.503353 | 1.263296 | 23.507322 | 2.424047 | 1.555389 | 0.7208 | 0.0581 | 0.4629 | 5.335772 | 1.409794 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.436035 | 1.587422 | -0.584509 | 3.067264 | 1.971396 | 1.235107 | 0.884000 | 0.472760 | 0.0685 | 0.0693 | 0.0072 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.800519 | 31.620055 | 0.952858 | 51.949728 | -0.176124 | 15.597927 | 0.868726 | 14.590339 | 0.9223 | 0.0849 | 0.5315 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.348397 | 30.676442 | 1.248494 | 50.266564 | 1.391155 | 10.120297 | 1.169630 | 1.625853 | 0.8852 | 0.0632 | 0.6203 | 17.785488 | 1.947196 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.860450 | 30.382259 | 1.792789 | 84.948596 | 1.799519 | 33.299241 | 2.307697 | 2.788898 | 0.8906 | 0.0635 | 0.6893 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 76.663684 | 6.683537 | 32.497651 | 0.128245 | 76.663684 | 1.725699 | 43.222094 | 4.696003 | 3.241866 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 87.635245 | 3.803461 | 28.087833 | 0.253722 | 87.635245 | -0.129930 | 34.486740 | 0.225954 | 3.985802 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 71.125096 | 22.837304 | 3.367627 | 71.125096 | 0.426055 | 29.956861 | -0.025810 | 2.915343 | -0.449289 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | ee Power | -0.673122 | -0.673493 | -0.673493 | -0.673122 | -0.673122 | -0.674978 | -0.674978 | -0.675028 | -0.675028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 66.242817 | 23.569128 | 3.032645 | 66.242817 | -0.134296 | 34.326606 | 0.113634 | 5.210928 | 0.439458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 72.959222 | 2.668454 | 23.793027 | 0.177359 | 72.959222 | -0.042822 | 37.939872 | -0.330802 | 1.204780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 66.580413 | 26.621431 | 4.140698 | 66.580413 | 0.587193 | 46.848134 | -0.042148 | 3.398295 | 0.564889 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 127.492411 | 26.239693 | 3.796772 | 127.492411 | 1.590259 | 23.964111 | 0.057947 | 1.779140 | 0.634684 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 79.817764 | 26.091921 | 2.624681 | 79.817764 | 0.075753 | 29.194333 | 0.481110 | 8.791817 | 0.431687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Shape | 13.125441 | 13.125441 | 0.289653 | 11.702184 | -0.780660 | 1.863340 | 1.214939 | 2.618909 | 1.294214 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 74.041262 | 21.025451 | 2.762814 | 74.041262 | 0.240741 | 38.269491 | 0.034023 | 0.785153 | 0.882276 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 81.742826 | 25.430199 | 2.747543 | 81.742826 | 0.242755 | 38.513699 | 0.565184 | 2.970612 | 3.036610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 72.682111 | 1.934685 | 21.056261 | -0.092297 | 72.682111 | -0.457151 | 39.173643 | -0.232159 | 4.810490 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 111.280723 | 22.372721 | 2.470574 | 111.280723 | 0.608775 | 44.024786 | 0.748743 | 1.904138 | 0.252882 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 70.204732 | 1.952315 | 24.860502 | -0.147159 | 70.204732 | 0.227446 | 30.525870 | 0.012495 | 2.032846 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 77.182423 | 2.137108 | 25.677002 | -0.511024 | 77.182423 | 0.022393 | 29.666008 | -1.205917 | 1.961983 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 78.821883 | 1.750762 | 18.066586 | -0.152770 | 78.821883 | 0.949495 | 51.244637 | -1.287566 | 40.294342 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 56.410504 | 2.722307 | 21.469370 | -0.352318 | 56.410504 | 1.476227 | 31.223316 | -0.177028 | 9.841612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 73.276260 | 2.937343 | 23.885381 | -0.143031 | 73.276260 | 0.639433 | 34.385154 | 0.218884 | 21.237316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 90.894165 | 25.845472 | 2.835654 | 90.894165 | 0.552325 | 31.390420 | 0.001653 | 16.053831 | 0.889859 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 104.313626 | 21.601986 | 3.015986 | 104.313626 | 0.417876 | 36.860818 | 0.509387 | 6.163164 | 0.805807 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Temporal Variability | 38.745617 | 11.818982 | 1.993011 | 24.584987 | 0.564213 | 38.745617 | 0.353230 | -2.635117 | -1.144311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | ee Shape | 0.677294 | 0.677294 | -0.397218 | 0.498879 | -0.327761 | -0.843265 | -0.179602 | -1.204670 | -0.066344 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 88.017042 | 2.376655 | 24.661667 | -0.121176 | 88.017042 | 1.125271 | 44.619458 | 0.287810 | 19.803524 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 88.606857 | 3.289864 | 20.471950 | -0.128400 | 88.606857 | -0.708946 | 12.914137 | -0.329634 | 3.093730 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 106.196465 | 22.078499 | 3.411813 | 106.196465 | 0.121278 | 26.255398 | 0.290638 | 11.524413 | -0.573569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 83.039932 | 1.767178 | 21.784143 | -0.046103 | 83.039932 | 0.607453 | 36.798005 | -0.774650 | 7.563403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 93.406786 | 20.851371 | 1.586799 | 93.406786 | 0.016632 | 30.542728 | -0.218484 | 8.521359 | -0.750367 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 75.444239 | 20.084580 | 2.046057 | 75.444239 | -0.007371 | 35.169505 | 0.218149 | 4.443260 | -0.166292 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 87.755339 | 33.207564 | 2.530745 | 87.755339 | -0.604117 | 16.048703 | 0.948114 | 25.563856 | 0.542106 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 80.921375 | 1.584434 | 12.004407 | -0.364365 | 80.921375 | -0.106743 | 26.884570 | -0.352275 | 31.208944 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 85.510581 | 2.871190 | 18.969505 | -0.009053 | 85.510581 | 0.666825 | 37.855968 | 0.623695 | 11.201099 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 7.271812 | 1.435516 | 0.524405 | 7.271812 | -0.115182 | 1.376950 | -1.000880 | 0.106591 | -1.797130 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 99.409130 | 21.257501 | 2.597027 | 99.409130 | -0.244292 | 32.516011 | -0.078087 | 1.240771 | -0.803747 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 92.611398 | 3.767015 | 24.914637 | -0.412196 | 92.611398 | 0.041182 | 34.956950 | -0.534385 | 4.163995 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 85.887549 | 22.244916 | 2.389536 | 85.887549 | -0.734067 | 21.959266 | 0.826567 | 16.743369 | 0.364677 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 105.099246 | 2.513587 | 16.157678 | 0.311099 | 105.099246 | 0.614660 | 25.114622 | 0.516859 | 13.188414 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | inf | 354.669158 | 354.833874 | inf | inf | 103.251810 | 103.104237 | 604.428920 | 581.807603 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 32.418284 | 0.494387 | 20.415488 | -0.821140 | 32.418284 | -0.141502 | 11.593565 | 0.260444 | 6.165023 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Shape | 24.812417 | 0.015955 | 24.812417 | -1.085038 | 10.942967 | -0.786549 | 10.189957 | -1.044232 | 3.091656 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 115.688741 | 4.197501 | 28.016892 | 4.516809 | 115.688741 | 1.605739 | 18.174710 | 7.522868 | 13.865156 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 35.679682 | 1.011532 | 20.808876 | 0.849913 | 35.679682 | -0.217228 | 23.647529 | -0.059111 | 0.188735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 32.417146 | 17.710645 | 1.546261 | 32.417146 | 1.000157 | 28.531760 | -0.048704 | 0.333511 | -0.582307 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 36.592188 | 2.812503 | 24.429426 | 0.282508 | 36.592188 | -0.359712 | 23.030271 | 0.823352 | 0.363735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 37.470799 | 18.675537 | 2.543527 | 37.470799 | 1.120953 | 24.304502 | 0.087036 | 0.129260 | 3.149362 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 42.576614 | 1.476093 | 18.462710 | 1.294712 | 42.576614 | -0.086551 | 27.507591 | -0.376017 | 1.489072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 2.755490 | 0.100105 | 1.450238 | -0.480412 | 2.755490 | 1.916114 | 0.366911 | 0.893003 | 0.857192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 34.215985 | 23.510125 | 2.849527 | 34.215985 | 0.274621 | 24.910837 | -0.238780 | 0.382251 | 0.506675 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 27.453565 | 18.033739 | 1.583618 | 27.453565 | 0.052343 | 21.955153 | 0.105273 | 1.049350 | -0.022434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 27.254497 | 18.397227 | 0.968912 | 27.254497 | 0.210099 | 17.096090 | -0.563970 | 5.987018 | 0.226092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 26.083438 | 1.648008 | 17.231175 | -0.109378 | 26.083438 | 0.353420 | 24.317958 | 0.132835 | 0.636654 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 44.847683 | 17.914217 | 1.757615 | 44.847683 | 1.387297 | 28.478946 | -0.079555 | 1.328604 | -0.124969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 26.236463 | 17.929189 | 1.600725 | 26.236463 | 0.219002 | 18.095779 | -0.178893 | 2.474579 | -0.650303 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 2.842429 | 1.151395 | 0.273669 | 2.842429 | -0.412697 | 0.200429 | -0.131659 | 0.986178 | 0.528717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 27.611392 | -0.386575 | 21.792423 | -0.413679 | 27.611392 | 0.157554 | 1.797524 | 0.307577 | 3.186149 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 34.044521 | 21.410918 | 1.281161 | 34.044521 | 0.025040 | 10.567704 | 0.055407 | 8.742257 | -0.009391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 34.015599 | 17.212566 | 1.679543 | 34.015599 | 0.425462 | 21.776602 | 0.066878 | -0.192196 | 0.278198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Temporal Variability | 0.470698 | 0.176781 | 0.176781 | 0.138346 | 0.138346 | 0.470698 | 0.470698 | 0.005728 | 0.005728 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 36.138318 | 0.725437 | 16.412175 | -0.494374 | 36.138318 | 1.495013 | 2.391671 | 1.541362 | 0.880594 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 68.938114 | 2.912216 | 18.358507 | -0.327154 | 68.938114 | 0.199665 | 22.468486 | 2.255688 | 1.474472 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 17.780492 | 0.326164 | 11.490464 | -1.009106 | 17.780492 | -0.098000 | 2.752962 | 0.953690 | 0.646072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 16.935304 | 0.555457 | 12.325141 | -1.154459 | 16.935304 | -0.487477 | 3.015626 | 0.395763 | 0.955256 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 17.175303 | -0.179070 | 11.236201 | -0.889425 | 17.175303 | 0.099973 | 3.106456 | 1.467096 | 0.445017 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 18.855436 | 0.929352 | 14.236437 | -0.940875 | 18.855436 | -0.192686 | 3.427429 | 0.052754 | 0.814916 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 36.048135 | 18.528264 | 6.561077 | 36.048135 | 0.650410 | 23.468631 | 0.306861 | 1.167733 | 0.081511 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 39.028608 | 19.042186 | 8.525339 | 39.028608 | 0.504617 | 21.128532 | -0.000909 | 2.912028 | -0.267036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 51.482157 | 22.616178 | 2.946160 | 51.482157 | 1.448067 | 32.095581 | 2.687886 | 2.872528 | 0.135293 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 20.899833 | 11.054487 | -0.297799 | 20.899833 | -1.281249 | 4.246308 | -0.628915 | 0.971409 | 0.771096 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 38.893660 | 1.853238 | 16.728515 | 0.770554 | 38.893660 | -0.213377 | 23.077303 | 0.921237 | 1.011562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 78.768010 | 24.111404 | 2.170954 | 78.768010 | -0.730911 | 1.911705 | 1.460364 | 1.031210 | 0.542066 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Temporal Variability | 241.520741 | 11.110811 | 2.115191 | 39.319868 | 1.162227 | 241.520741 | 0.127318 | 7.570882 | 1.157569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 17.929044 | 16.815781 | 0.891716 | 17.929044 | -1.399834 | 5.202255 | -0.811646 | 0.787536 | 0.079785 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 66.936185 | 27.758400 | 2.352813 | 66.936185 | 1.580882 | 31.682870 | 0.880509 | 1.882418 | 0.235568 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 16.461901 | 0.099100 | 13.543359 | -1.137524 | 16.461901 | -0.485044 | 5.425281 | 0.266981 | 0.214437 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 15.229484 | 13.843582 | -0.236533 | 15.229484 | -1.133760 | 3.806755 | 0.100828 | -0.087817 | 1.240263 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 36.518232 | 1.871039 | 20.562496 | 1.200974 | 36.518232 | -0.018989 | 20.803189 | 1.205572 | 1.336863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 49.485763 | 2.431494 | 23.754733 | 1.566612 | 49.485763 | 0.142409 | 25.517806 | 0.897282 | 0.705162 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 15.462283 | 12.070583 | -0.219818 | 15.462283 | -0.998183 | 4.276366 | -0.762752 | 0.369591 | 1.785364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 55.141030 | 3.475919 | 28.600872 | 1.391072 | 55.141030 | 0.976914 | 34.926500 | 2.201850 | 0.415078 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 52.704407 | 3.965170 | 23.738669 | 0.822906 | 52.704407 | 1.152842 | 29.423552 | 3.412784 | 1.981408 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 53.503353 | 24.641000 | 3.592354 | 53.503353 | 1.065217 | 23.507322 | 1.263296 | 1.555389 | 2.424047 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 3.067264 | 1.587422 | 0.436035 | 3.067264 | -0.584509 | 1.235107 | 1.971396 | 0.472760 | 0.884000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 51.949728 | 31.620055 | 1.800519 | 51.949728 | 0.952858 | 15.597927 | -0.176124 | 14.590339 | 0.868726 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 74.716542 | 2.291830 | 31.352251 | 1.468549 | 74.716542 | -0.202516 | 22.468483 | 2.629720 | 8.215374 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 50.266564 | 30.676442 | 2.348397 | 50.266564 | 1.248494 | 10.120297 | 1.391155 | 1.625853 | 1.169630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 142 | 13 | RF_maintenance | nn Power | 84.948596 | 3.860450 | 30.382259 | 1.792789 | 84.948596 | 1.799519 | 33.299241 | 2.307697 | 2.788898 |